{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "# 生成随机的3D点云数据\n",
    "np.random.seed(0)\n",
    "point_cloud = np.random.rand(500, 3)  # 生成100个3D点\n",
    "\n",
    "# 使用KMeans聚类将点云聚类成超点\n",
    "num_clusters = 5  # 假设我们想将点云分成5个超点\n",
    "kmeans = KMeans(n_clusters=num_clusters)\n",
    "kmeans.fit(point_cloud)\n",
    "labels = kmeans.labels_\n",
    "\n",
    "# 可视化结果\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "colors = ['r', 'g', 'b', 'y', 'c', 'm']\n",
    "\n",
    "for i in range(num_clusters):\n",
    "    cluster = point_cloud[labels == i]\n",
    "    ax.scatter(cluster[:, 0], cluster[:, 1], cluster[:, 2], c=colors[i % len(colors)], marker='o')\n",
    "\n",
    "ax.set_xlabel('X Label')\n",
    "ax.set_ylabel('Y Label')\n",
    "ax.set_zlabel('Z Label')\n",
    "plt.title('Point Cloud clustered into Superpoints')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn.cluster import KMeans\n",
    "from plyfile import PlyData, PlyElement\n",
    "\n",
    "# 生成随机的3D点云数据\n",
    "np.random.seed(0)\n",
    "point_cloud = np.random.rand(100, 3)  # 生成100个3D点\n",
    "\n",
    "# 使用KMeans聚类将点云聚类成超点\n",
    "num_clusters = 5  # 假设我们想将点云分成5个超点\n",
    "kmeans = KMeans(n_clusters=num_clusters)\n",
    "kmeans.fit(point_cloud)\n",
    "labels = kmeans.labels_\n",
    "\n",
    "# 为每个聚类定义一个颜色\n",
    "colors = [(255, 0, 0), (0, 255, 0), (0, 0, 255), (255, 255, 0), (0, 255, 255)]  # 红、绿、蓝、黄、青\n",
    "\n",
    "# 创建点云数据，包含位置和颜色\n",
    "vertex = np.array([(point[0], point[1], point[2], *colors[label]) for point, label in zip(point_cloud, labels)],\n",
    "                  dtype=[('x', 'f4'), ('y', 'f4'), ('z', 'f4'), ('red', 'u1'), ('green', 'u1'), ('blue', 'u1')])\n",
    "\n",
    "# 保存为PLY文件\n",
    "el = PlyElement.describe(vertex, 'vertex')\n",
    "PlyData([el], text=True).write('colored_point_cloud.ply')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "龙形状的点云已保存为dragon.ply\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from plyfile import PlyData, PlyElement\n",
    "\n",
    "# 生成龙形状的点云数据\n",
    "# 这里仅仅使用一个螺旋线加上一些噪声来模拟\n",
    "t = np.linspace(0, 4 * np.pi, 1000)  # 参数t\n",
    "x = t * np.cos(t)  # x坐标\n",
    "y = t * np.sin(t)  # y坐标\n",
    "z = t  # z坐标\n",
    "points = np.stack([x, y, z], axis=-1)\n",
    "\n",
    "# 添加一些随机噪声来模拟龙的体积\n",
    "noise = np.random.normal(0, 0.2, points.shape)\n",
    "points += noise\n",
    "\n",
    "# 创建PLY文件\n",
    "vertex = np.array([(p[0], p[1], p[2]) for p in points], dtype=[('x', 'f4'), ('y', 'f4'), ('z', 'f4')])\n",
    "el = PlyElement.describe(vertex, 'vertex')\n",
    "PlyData([el], text=True).write('dragon.ply')\n",
    "\n",
    "print(\"龙形状的点云已保存为dragon.ply\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.signal import savgol_filter\n",
    "\n",
    "# Example data\n",
    "np.random.seed(0)\n",
    "data = 2*np.random.randn(1000).cumsum() + 10\n",
    "\n",
    "# Apply a Savitzky-Golay filter\n",
    "window_size = 85 # The window size must be odd and greater than the polynomial order.\n",
    "poly_order = 3  # The polynomial order must be less than the window size.\n",
    "smoothed_data = savgol_filter(data, window_size, poly_order)\n",
    "\n",
    "import matplotlib.colors as mcolors\n",
    "\n",
    "import matplotlib.colors as mcolors\n",
    "\n",
    "color_names = ['b', 'g', 'r', 'c', 'm', 'y', 'k', 'purple', 'cyan', 'olive']\n",
    "\n",
    "# 将颜色名转换为RGB值\n",
    "colors_rgb = [mcolors.to_rgba(color) for color in color_names]\n",
    "\n",
    "def lighten_color(rgb_color, saturation_scale, value_scale):\n",
    "    # 将RGB颜色转换为HSV\n",
    "    hsv_color = mcolors.rgb_to_hsv(rgb_color[:3])\n",
    "    # 降低饱和度\n",
    "    hsv_color[1] *= saturation_scale\n",
    "    # 增加明度\n",
    "    hsv_color[2] += (1.0 - hsv_color[2]) * value_scale\n",
    "    # 确保明度不会超过1\n",
    "    hsv_color[2] = min(hsv_color[2], 1.0)\n",
    "    # 将修改后的HSV颜色转换回RGB\n",
    "    new_rgb_color = mcolors.hsv_to_rgb(hsv_color)\n",
    "    return new_rgb_color\n",
    "\n",
    "# 转换颜色列表\n",
    "light_colors = [lighten_color(rgb, saturation_scale=0.2, value_scale=0.5) for rgb in colors_rgb][0]\n",
    "colors_rgb = colors_rgb[0]\n",
    "\n",
    "\n",
    "\n",
    "# Create the plot\n",
    "plt.figure(figsize=(14, 7))\n",
    "plt.plot(data, color=light_colors, label='Original data')  # Original data in grey\n",
    "plt.plot(smoothed_data, color=colors_rgb, label='Smoothed data')  # Smoothed data in green\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "b 的更浅发白颜色: [0.5 0.5 1. ]\n",
      "g 的更浅发白颜色: [0.375 0.75  0.375]\n",
      "r 的更浅发白颜色: [1.  0.5 0.5]\n",
      "c 的更浅发白颜色: [0.4375 0.875  0.875 ]\n",
      "m 的更浅发白颜色: [0.875  0.4375 0.875 ]\n",
      "y 的更浅发白颜色: [0.875  0.875  0.4375]\n",
      "k 的更浅发白颜色: [0.5 0.5 0.5]\n",
      "purple 的更浅发白颜色: [0.75098039 0.3754902  0.75098039]\n",
      "cyan 的更浅发白颜色: [0.5 1.  1. ]\n",
      "olive 的更浅发白颜色: [0.75098039 0.75098039 0.3754902 ]\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x400 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as mcolors\n",
    "\n",
    "# 预先定义的颜色列表\n",
    "\n",
    "\n",
    "# 打印转换后的颜色值\n",
    "for original, light in zip(color_names, light_colors):\n",
    "    print(f\"{original} 的更浅发白颜色: {light}\")\n",
    "\n",
    "# 绘制颜色对比图\n",
    "fig, ax = plt.subplots(2, len(color_names), figsize=(12, 4))\n",
    "\n",
    "for i, color in enumerate(color_names):\n",
    "    ax[0, i].set_facecolor(color)\n",
    "    ax[0, i].set_title(color)\n",
    "    ax[0, i].axis('off')\n",
    "\n",
    "for i, rgb in enumerate(light_colors):\n",
    "    ax[1, i].set_facecolor(rgb)\n",
    "    ax[1, i].axis('off')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
